360 likes | 505 Views
This presentation covers how deep learning is transforming industries; our role in key markets such as VR, robotics, and self-driving cars; and our culture of craftsmanship, giving, and learning. This also includes highlights on how we are driving the transformations in gaming through GeForce GTX GPUs and the GeForce Experience, and how we’re helping accelerate scientific discovery through GPU computing and our long-term commitment to CUDA architecture.
E N D
SUPERCHARGED COMPUTING FOR THE DA VINCIS AND EINSTEINS OF OUR TIME We pioneered a supercharged form of computing loved by the most demanding computer users in the world — scientists, designers, artists, and gamers. NVIDIA GPU computing has become the essential tool of the da Vincis and Einsteins of our time. For them, we’ve built the equivalent of a time machine. Fueled by the insatiable demand for better 3D graphics and the massive scale of the gaming market, NVIDIA has evolved the GPU into a computer brain at the intersection of virtual reality, high performance computing, and artificial intelligence. Image: Scientists using GPU computing were able to “see” gravitational waves for the first time in human history.
THE TIME HAS COME FOR GPU COMPUTING For 30 years, the dynamics of Moore’s law held true. Microprocessor performance advanced at a rate of 50 percent per year as more and more transistors were fit onto a single chip. But that approach is hitting the limits of semiconductor physics, and, today, CPU performance only grows by 10 percent per year. NVIDIA GPU computing has given the industry a path forward — and will provide a 1,000X speed-up by 2025. 3
THE EPICENTER OF GPU COMPUTING NVIDIA’s GPU Technology Conference was started in 2009 to foster a new approach to high performance computing. Today, GTC is one of the most important AI events of the year. Now a global tour, GTC 2017 events were held in six countries, hosting more than 22,000 attendees, 750 press and analysts, and 1,000 technical sessions. 4
NVIDIA DEFINES MODERN COMPUTER GRAPHICS Our invention of the GPU in 1999 made possible real-time programmable shading, which gives artists an infinite palette for expression. We’ve led the field of visual computing since. 5
THE DREAMS OF SCIENCE FICTION NVIDIA Holodeck is a photorealistic, collaborative VR environment that incorporates the feeling of real world presence through sight, sound, and haptics. It allows creators to import high-fidelity, full-resolution models into VR to collaborate and share with colleagues or friends. A future where we create nearly everything in a virtual world is on the near horizon. 6
CREATING AMAZING WORLDS Today’s gaming industry is fueled by a steady stream of blockbuster titles with Hollywood-level production values. NVIDIA GPUs are the engines that make these games possible. NVIDIA GameWorks™ software allows developers to make games more photorealistic and immersive. And NVIDIA Ansel™ allows gamers to capture stunning in-game photography. Here, a scene from Tom Clancy’s Ghost Recon: Wildlands. 7
GEFORCE — THE WORLD’S LARGEST GAMING PLATFORM At $100 billion, computer gaming is the world’s largest entertainment industry. And with 200 million gamers, NVIDIA GeForce®is its largest platform. GeForce GTX GPUs and the GeForce Experience™ application transform everyday PCs into powerful gaming machines. 8
HIGH-END PC GAMING COMES TO THE MAC We continuously innovate across the GeForce platform to bring powerful gaming capabilities to even more players. NVIDIA GeForce NOW™ is a cloud-based service that turns Macs into virtual GeForce gaming machines, opening high-end gaming and blockbuster PC titles to millions of Mac users for the first time. 9
SHIELD — THE MOST ADVANCED STREAMER BRINGS AI TO THE HOME NVIDIA SHIELD™ boasts 1,000 games and offers the largest, most open catalog of media in stunning 4K. It’s also a smart home hub with support for Google Assistant hands-free as well as SmartThings, which connects to hundreds of devices. With NVIDIA SPOT™, an AI mic accessory that plugs into an outlet, intelligent control can be extended throughout the house. 10
NVIDIA IS REVOLUTIONIZING COMPUTING In 2006, the creation of our CUDA®programming model and Tesla® GPU platform opened up the parallel-processing capabilities of the GPU to general-purpose computing. A powerful new approach to computing was born. 11
POWERING THE WORLD’S FASTEST SUPERCOMPUTERS GPU computing is the most pervasive, accessible, energy-efficient path forward for HPC and data centers. Today, NVIDIA powers the fastest supercomputers in the U.S. and Europe, as well as some of the most advanced systems under construction. Japan’s ABCI will come online in 2018 as the country’s most powerful supercomputer and a global innovation platform for AI. And in the U.S., Lawrence Livermore and Oak Ridge National Labs will soon introduce next-generation, NVIDIA- accelerated systems. 12
ACCELERATING THE CODES OF SCIENTIFIC DISCOVERY NVIDIA’s long-term commitment to the CUDA architecture makes it a platform of choice for high-performance application developers. With support for more than 500 applications — including the top 15 HPC applications — NVIDIA GPUs have reached a tipping point in the HPC market. From weather prediction to material science and from wind tunnel simulation to genomics, NVIDIA accelerated computing is at the heart of HPC’s most promising areas of discovery. 13
POWERING NOBEL PRIZE WINNERS NVIDIA GPU computing played a role in two Nobel Prize-winning discoveries in 2017. The prize for physics was awarded to a team of scientists who detected gravitational waves for the first time in human history. And the prize for chemistry was awarded for work in cryogenic electron microscopy, which allows scientists to see detailed protein structures at the atomic level (pictured). 14
NVIDIA IGNITES THE AI BIG BANG Artificial intelligence is the use of computers to simulate human intelligence. AI amplifies our cognitive abilities — letting us solve problems where the complexity is too great, the information is incomplete, or the details are too subtle and require expert training. Learning from data — a computer’s version of life experience — is how AI evolves. GPU computing powers the computation required for deep neural networks to learn to recognize patterns from massive amounts of data. This new computing model sparked the AI era. 15
THE ERA OF AI AI The PC revolution put a computer in every home. The mobile era put a computer in every pocket, and then the cloud turned every mobile device into a supercomputer. The AI era will infuse intelligence into trillions of computing devices and be the single largest opportunity the industry has ever known. AI will spur a wave of social progress unmatched since the industrial revolution. CLOUD MOBILE PC 16
POWERING THE AI REVOLUTION GPU computing is the most productive and pervasive platform for deep learning and AI. It begins with the most advanced GPUs and the systems and software we build on top of them. We integrate and optimize every deep learning framework. We work with the major systems companies and every major cloud service provider to make GPUs available in data centers and in the cloud. And we create computers and software to bring AI to edge devices, such as self-driving cars and autonomous robots. ONE ARCHITECTURE 17
VOLTA EVERYWHERE Volta, the world’s most powerful GPU computing architecture, was built to drive the next wave of AI and HPC. With Volta in full production, NVIDIA’s state- of-the-art GPU technology is available everywhere. Every major cloud service provider now offers Volta instances, and every major computer maker offers Volta-based servers for on- premise data centers. EVERY CLOUD EVERY COMPUTER MAKER 18
SUPERCOMPUTERS PURPOSE-BUILT FOR AI While deep learning holds enormous promise, it requires a massive amount of computing power. To arm data scientists in every organization, we created a lineup of AI supercomputers. NVIDIA DGX-1 with Volta, the world’s first 1 petaflops computer, delivers the performance of up to 400 servers in a single box; while DGX Station packs 480 teraflops of computing power into a whisper-quiet workstation. 19
VOLTA TAKES SATURNV TO NEW HEIGHTS NVIDIA’s own SATURNV is one of the most powerful AI supercomputers in the world. It’s also the fourth most energy efficient, based on the November 2017 Green500 list of supercomputers. SATURNV is powered by 5,280 Volta GPUs, giving it a previously unimaginable FP16 performance of more than a half an exaflops on AI workloads. 20
NVIDIA GPU CLOUD — ONE PLATFORM, RUN EVERYWHERE The NVIDIA GPU Cloud gives AI and HPC developers access to optimized software stacks wherever they want it — on PCs, in the data center, or via the cloud. We offer containerized stacks for deep learning, HPC, and HPC visualization. NVIDIA GPU Cloud makes it easier for developers to focus on their work. 21
TRILLIONS OF INTELLIGENT THINGS AI will infuse intelligence into 20 million cloud servers, hundreds of millions of autonomous machines, and trillions of IoT devices. But AI inferencing platforms must be programmable to run the increasingly diverse, and more complex, AI networks. NVIDIA TensorRT™ 3, the world’s first programmable inference accelerator, sharply boosts the performance and slashes the cost of inferencing. TensorRT 3 on Volta speeds up image classification 40X over the fastest CPU, and 140X for language translation. With such performance, just one 8-GPU server can replace 160 dual-CPU servers. 22
AI IS REVOLUTIONIZING EVERY INDUSTRY In addition to our AI technologies, we advance fundamental research, foster universities and startups, and bring our full capabilities to industries where we can have the greatest impact. 23
NVIDIA INCEPTION — 2,000 STARTUPS IN DEEP LEARNING The NVIDIA Inception program nurtures more than 2,000 startups across the globe — exciting new companies that are revolutionizing industries from automotive to healthcare to financial services. The program helps startups during critical stages of product development, prototyping, and deployment. OTHER IT SERVICES 2X FIN. TECH ROBOTICS MANUFACTURING AUTOMOTIVE SMART CITY HEALTHCARE 2016 2017 24
THE BRAIN OF AI CARS Autonomous vehicles will modernize the $10 trillion transportation industry — making our roads safer and our cities more efficient. NVIDIA DRIVE™ is a scalable AI car platform that spans the entire range of autonomous driving, from traffic-jam pilots to robotaxis. More than 225 companies have adopted DRIVE, using NVIDIA AI technology in their data centers and vehicles. They range from car companies and suppliers, to mapping and sensor companies, to startups and research organizations. 25
NVIDIA DRIVE — FROM DATA COLLECTION TO SIMULATION DATA COLLECTION Building an autonomous car is an extraordinary endeavor that starts with a massive amount of software development and ends with a license plate-sized supercomputer. Data from all over the world, covering every road condition, needs to be collected and labeled and fed into a DGX supercomputer to train the network. Photorealistic simulation is used to expand the training set as well as cover dangerous or extreme scenarios that can’t be captured on the road. And after every update to the network, it needs to be re-simulated to ensure that it will work on all the roads in the world. Finally, the network is deployed on the DRIVE PX car computer. TRAINING SET REGRESSION SET NEW DATA 3D SIMULATION TRAINING RE-SIMULATION INFERENCE ERRORS 26
THE BRAIN OF THE AI CITY There will be 1 billion cameras in the world by 2020. AI will power intelligent video analytics that can turn this massive amount of data into safer, more efficient cities. With NVIDIA Jetson™ TX2, an embedded AI supercomputer, at the edge and Tesla GPUs in the cloud, NVIDIA Metropolis is an end-to-end platform for the AI City. More than two dozen partners around the world have adopted Metropolis for a variety of applications, from public safety to traffic management. 27
THE BRAIN OF AI HEALTHCARE AI is transforming the spectrum of healthcare, from detection to diagnosis to treatment. GE Healthcare has reinvented the CT, doubling image processing speeds by embedding GPU- powered AI in its new Revolution Frontier CT scanner. Nuance is helping radiologists use AI to speed their analysis of medical imaging by making pre-trained algorithms and vast imaging data sets available to them directly via its AI Marketplace. And NVIDIA is teaming up with the National Cancer Institute, the U.S. Department of Energy, and several national labs on the “Cancer Moonshot” to deliver a decade of advances in cancer prevention, diagnosis, and treatment in just five years. 28
THE BRAIN OF INTELLIGENT MACHINES & IOT Deep learning and affordable sensors have created the conditions for a Cambrian explosion of autonomous machines — IoT with AI. NVIDIA Jetson TX2 delivers 1 teraflops of performance in a credit card-sized module. Such power will enable a new wave of automation in manufacturing, drones that can inspect hazardous places, and robots that can deliver the millions of packages shipped every day. 29
ISAAC — A VIRTUAL WORLD WHERE ROBOTS CAN LEARN The Isaac robot simulator, an AI-based software platform, lets developers train robots in highly realistic, physics-based virtual environments and then transfer that knowledge to real-world units. Developers can set up extensive test scenarios using deep learning training, and then simulate them in minutes instead of months. 30
NVIDIA — A LEARNING MACHINE NVIDIA has continuously reinvented itself over two decades. Our invention of the GPU in 1999 sparked the growth of the PC gaming market, redefined modern computer graphics, and revolutionized parallel computing. More recently, GPU computing ignited the era of AI. NVIDIA is a “learning machine” that constantly evolves by adapting to new opportunities that are hard to solve, that only we can tackle, and that matter to the world. AI GPU COMPUTING GRAPHICS 31
A PASSION FOR CRAFTSMANSHIP NVIDIA is united by a core belief that mastery of our craft lets us tackle the challenges that matter to the world. This attitude pervades our culture and informs everything we do, from designing amazing products to building one of the world’s great companies. 32
INSPIRED TO GIVE TO OUR COMMUNITIES NVIDIA’s people share a strong sense of corporate responsibility. Our philanthropic giving this year exceeded $5 million. Employees volunteered more than 17,000 hours and supported education programs that benefited nearly 90,000 children. NVIDIA employees also supported the fight against cancer by raising $500,000 for the American Cancer Society’s “Making Strides Against Breast Cancer Walk” — making Team NVIDIA the event’s top fundraising team in the U.S. 33
“World’s Best Performing CEOs” — Harvard Business Review “World’s Most Admired Companies” — Fortune “World’s Best CEOs” — Barron’s “Most Innovative Companies” — Fast Company “Employees’ Choice: Highest Rated CEOs” — Glassdoor “50 Smartest Companies” — MIT Tech Review Founded in 1993 | Jensen Huang, Founder & CEO | 11,000 employees | $6.9B in FY17 34